i tested both codex and opus 4.5 on real projects: for backend work (especially python), codex is clearly stronger opus is quick, but it doesn't feel as solid or consistent in its logic on the front end: codex does better when you're designing something from scratch opus excels at adjusting or updating an existing page/ui